{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a32249c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 记录人：曾烨\n",
    "\n",
    "# 初识地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "177f539b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 调用requests模块\n",
    "import requests\n",
    "\n",
    "# 请求方法：get\n",
    "\n",
    "# url地址\n",
    "geo_url = \"https://restapi.amap.com/v3/geocode/geo?parameters\"\n",
    "\n",
    "# 准备参数，用于交换数据\n",
    "payload = {\n",
    "    \"key\":\"e5427322d35b549437b95a1082b98ee4\",\n",
    "    \"address\" : \"广东省广州市从化区\"\n",
    "}\n",
    "\n",
    "# 发起请求\n",
    "r = requests.get(url=geo_url,params=payload)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "91460f21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'count': '1',\n",
       " 'geocodes': [{'formatted_address': '广东省广州市从化区',\n",
       "   'country': '中国',\n",
       "   'province': '广东省',\n",
       "   'citycode': '020',\n",
       "   'city': '广州市',\n",
       "   'district': '从化区',\n",
       "   'township': [],\n",
       "   'neighborhood': {'name': [], 'type': []},\n",
       "   'building': {'name': [], 'type': []},\n",
       "   'adcode': '440117',\n",
       "   'street': [],\n",
       "   'number': [],\n",
       "   'location': '113.586605,23.548852',\n",
       "   'level': '区县'}]}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4158a466",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "651424f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'113.586605,23.548852'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州南方学院_location = r.json()['geocodes'][0]['location']\n",
    "广州南方学院_location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d017a19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 逆地理编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cd21ad0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 调用requests模块\n",
    "import requests\n",
    "\n",
    "# 请求方法：get\n",
    "\n",
    "# url地址\n",
    "regeo_url = \"https://restapi.amap.com/v3/geocode/regeo?parameters\"\n",
    "\n",
    "# 准备参数，用于交换数据\n",
    "payload = {\n",
    "    \"key\":\"e5427322d35b549437b95a1082b98ee4\",\n",
    "    \"location\" : 广州南方学院_location,\n",
    "    \"extensions\":\"all\",\n",
    "    \"poitype\":\"true\",\n",
    "}\n",
    "\n",
    "# 发起请求\n",
    "r = requests.get(url=regeo_url,params=payload)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1af49d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6fb4d939",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'regeocode': {'formatted_address': '广东省广州市从化区街口街道中心会堂',\n",
       "  'addressComponent': {'country': '中国',\n",
       "   'province': '广东省',\n",
       "   'city': '广州市',\n",
       "   'citycode': '020',\n",
       "   'district': '从化区',\n",
       "   'adcode': '440117',\n",
       "   'township': '街口街道',\n",
       "   'towncode': '440117001000',\n",
       "   'neighborhood': {'name': [], 'type': []},\n",
       "   'building': {'name': [], 'type': []},\n",
       "   'streetNumber': {'street': '新城东路',\n",
       "    'number': '99号',\n",
       "    'location': '113.586615,23.548660',\n",
       "    'direction': '南',\n",
       "    'distance': '21.3686'},\n",
       "   'businessAreas': [{'location': '113.586019,23.546975',\n",
       "     'name': '街口',\n",
       "     'id': '440117'},\n",
       "    {'location': '113.568684,23.563922', 'name': '城郊', 'id': '440117'},\n",
       "    {'location': '113.604074,23.533964', 'name': '江埔', 'id': '440117'}]},\n",
       "  'pois': [{'id': 'B00140MR5X',\n",
       "    'name': '中国银行(广州从化支行)',\n",
       "    'type': '金融保险服务;银行;中国银行',\n",
       "    'tel': '020-87929678;020-87923974',\n",
       "    'direction': '南',\n",
       "    'distance': '103.541',\n",
       "    'location': '113.586937,23.547972',\n",
       "    'address': '街口镇新城东路74号',\n",
       "    'poiweight': '0.374805',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFGJ24FS',\n",
       "    'name': '从化区人大常委会',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87926111',\n",
       "    'direction': '东南',\n",
       "    'distance': '13.791',\n",
       "    'location': '113.586679,23.548748',\n",
       "    'address': '街口街道新城东路99号大院内',\n",
       "    'poiweight': '0.165926',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFGJ24FT',\n",
       "    'name': '从化区政协',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87922613',\n",
       "    'direction': '东南',\n",
       "    'distance': '13.791',\n",
       "    'location': '113.586679,23.548748',\n",
       "    'address': '新城东路99',\n",
       "    'poiweight': '0.165926',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0014072CF',\n",
       "    'name': '广州市从化区人民政府',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87928410;020-87922712',\n",
       "    'direction': '南',\n",
       "    'distance': '66.6705',\n",
       "    'location': '113.586405,23.548281',\n",
       "    'address': '新城东路99号',\n",
       "    'poiweight': '0.529579',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00141PSGY',\n",
       "    'name': '从化区委组织部',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87922092',\n",
       "    'direction': '西南',\n",
       "    'distance': '0.66843',\n",
       "    'location': '113.586600,23.548848',\n",
       "    'address': '街口街新城东路99号',\n",
       "    'poiweight': '0.245493',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00141PSC0',\n",
       "    'name': '从化区委宣传部',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87922221',\n",
       "    'direction': '西南',\n",
       "    'distance': '0.66843',\n",
       "    'location': '113.586600,23.548848',\n",
       "    'address': '街口街新城东路99号',\n",
       "    'poiweight': '0.249396',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFGJ24ZR',\n",
       "    'name': '中共广州市从化区委员会',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '东南',\n",
       "    'distance': '13.791',\n",
       "    'location': '113.586679,23.548748',\n",
       "    'address': '新城东路99',\n",
       "    'poiweight': '0.165926',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140ICZY',\n",
       "    'name': '中心会堂',\n",
       "    'type': '科教文化服务;会展中心;会展中心',\n",
       "    'tel': [],\n",
       "    'direction': '东南',\n",
       "    'distance': '0.532943',\n",
       "    'location': '113.586608,23.548848',\n",
       "    'address': '新城东路99',\n",
       "    'poiweight': '0.276118',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140V14Y',\n",
       "    'name': '国美电器(从化店)',\n",
       "    'type': '购物服务;家电电子卖场;国美',\n",
       "    'tel': '020-37939789',\n",
       "    'direction': '东',\n",
       "    'distance': '129.768',\n",
       "    'location': '113.587771,23.548384',\n",
       "    'address': '街口街荔香村1期1-3栋2层',\n",
       "    'poiweight': '0.287666',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140MJ8Z',\n",
       "    'name': '苏宁易购(从化街口路店)',\n",
       "    'type': '购物服务;家电电子卖场;苏宁',\n",
       "    'tel': '19902230595',\n",
       "    'direction': '西南',\n",
       "    'distance': '145.411',\n",
       "    'location': '113.585729,23.547820',\n",
       "    'address': '新城东路80号一、二层',\n",
       "    'poiweight': '0.514928',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFG7J09R',\n",
       "    'name': '从化区综治信访维稳中心',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': '020-87928733',\n",
       "    'direction': '东南',\n",
       "    'distance': '84.9475',\n",
       "    'location': '113.587181,23.548300',\n",
       "    'address': '新城东路99',\n",
       "    'poiweight': '0.169373',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFF3UQW3',\n",
       "    'name': '明师教育从化新世纪上课点',\n",
       "    'type': '科教文化服务;培训机构;培训机构',\n",
       "    'tel': '020-87957748',\n",
       "    'direction': '东南',\n",
       "    'distance': '135.505',\n",
       "    'location': '113.587312,23.547820',\n",
       "    'address': '街口镇新城东路68-1号(肯德基对面)',\n",
       "    'poiweight': '0.140757',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFGJ24CK',\n",
       "    'name': '广州市从化区国防动员委员会',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '南',\n",
       "    'distance': '21.3686',\n",
       "    'location': '113.586615,23.548660',\n",
       "    'address': '新城东路99',\n",
       "    'poiweight': '0.165926',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFF3UNTN',\n",
       "    'name': '东科商务·富逸财富港',\n",
       "    'type': '商务住宅;楼宇;商务写字楼',\n",
       "    'tel': '13725145988',\n",
       "    'direction': '西南',\n",
       "    'distance': '182.033',\n",
       "    'location': '113.585527,23.547547',\n",
       "    'address': '新城东路80-12',\n",
       "    'poiweight': '0.26943',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140UGAP',\n",
       "    'name': '林苑大厦(新城东路)',\n",
       "    'type': '商务住宅;楼宇;商务写字楼',\n",
       "    'tel': [],\n",
       "    'direction': '东南',\n",
       "    'distance': '188.329',\n",
       "    'location': '113.587891,23.547636',\n",
       "    'address': '新城东路68号',\n",
       "    'poiweight': '0.344929',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFF3UW5K',\n",
       "    'name': '从化区创建平安工作领导小组办公室',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '西',\n",
       "    'distance': '106.187',\n",
       "    'location': '113.585646,23.548479',\n",
       "    'address': '新城中路7-9号附近',\n",
       "    'poiweight': '0.170039',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140J9N4',\n",
       "    'name': '从化区文化市场综合行政执法队',\n",
       "    'type': '政府机构及社会团体;政府机关;区县级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '西',\n",
       "    'distance': '148.352',\n",
       "    'location': '113.585177,23.549109',\n",
       "    'address': '新城中路39',\n",
       "    'poiweight': '0.141105',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140MIC9',\n",
       "    'name': '从化商业幼儿园',\n",
       "    'type': '科教文化服务;学校;幼儿园',\n",
       "    'tel': '020-87922390',\n",
       "    'direction': '北',\n",
       "    'distance': '189.626',\n",
       "    'location': '113.586572,23.550557',\n",
       "    'address': '西宁中路',\n",
       "    'poiweight': '0.205589',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140NPDY',\n",
       "    'name': '新村居委会社区退休职工管理服务站',\n",
       "    'type': '政府机构及社会团体;政府机关;乡镇以下级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '北',\n",
       "    'distance': '171.308',\n",
       "    'location': '113.586213,23.550350',\n",
       "    'address': '西宁中路148号之3附近',\n",
       "    'poiweight': '0.123706',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140NETK',\n",
       "    'name': '新村社区居委会(西宁中路五巷)',\n",
       "    'type': '政府机构及社会团体;政府机关;乡镇以下级政府及事业单位',\n",
       "    'tel': '020-87935109',\n",
       "    'direction': '西北',\n",
       "    'distance': '189.905',\n",
       "    'location': '113.585741,23.550365',\n",
       "    'address': '新村东路61-1',\n",
       "    'poiweight': '0.404627',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140NTQ0',\n",
       "    'name': '中共新村社区支部委员会(西宁中路五巷)',\n",
       "    'type': '政府机构及社会团体;政府机关;乡镇以下级政府及事业单位',\n",
       "    'tel': [],\n",
       "    'direction': '西北',\n",
       "    'distance': '189.905',\n",
       "    'location': '113.585741,23.550365',\n",
       "    'address': '新村路60号',\n",
       "    'poiweight': '0.134518',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00141ID88',\n",
       "    'name': '富逸华庭',\n",
       "    'type': '商务住宅;住宅区;住宅小区',\n",
       "    'tel': [],\n",
       "    'direction': '西南',\n",
       "    'distance': '142.175',\n",
       "    'location': '113.586068,23.547672',\n",
       "    'address': '新城东路80号',\n",
       "    'poiweight': '0.348063',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00141RB6B',\n",
       "    'name': '东华里',\n",
       "    'type': '商务住宅;住宅区;住宅小区',\n",
       "    'tel': [],\n",
       "    'direction': '西',\n",
       "    'distance': '179.954',\n",
       "    'location': '113.584868,23.548563',\n",
       "    'address': '新城中路10号',\n",
       "    'poiweight': '0.367551',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFF32RLG',\n",
       "    'name': '从化区人事局',\n",
       "    'type': '政府机构及社会团体;政府机关;政府机关相关',\n",
       "    'tel': '020-87922814',\n",
       "    'direction': '南',\n",
       "    'distance': '59.3667',\n",
       "    'location': '113.586410,23.548349',\n",
       "    'address': '新城东路99号',\n",
       "    'poiweight': '0.11745',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFF2N8SM',\n",
       "    'name': '从化区监察局',\n",
       "    'type': '政府机构及社会团体;政府机关;政府机关相关',\n",
       "    'tel': [],\n",
       "    'direction': '西南',\n",
       "    'distance': '72.9685',\n",
       "    'location': '113.586272,23.548271',\n",
       "    'address': '新城东路99号',\n",
       "    'poiweight': '0.11745',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B001408643',\n",
       "    'name': '从化区人民政府招待所',\n",
       "    'type': '住宿服务;旅馆招待所;旅馆招待所',\n",
       "    'tel': '020-87922022',\n",
       "    'direction': '东',\n",
       "    'distance': '108.333',\n",
       "    'location': '113.587615,23.549155',\n",
       "    'address': '街口街西宁横街75号',\n",
       "    'poiweight': '0.360069',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00140TWK0',\n",
       "    'name': '肯德基甜品站(新世纪店)',\n",
       "    'type': '餐饮服务;快餐厅;肯德基',\n",
       "    'tel': '020-87939871;020-87939891',\n",
       "    'direction': '东南',\n",
       "    'distance': '180.896',\n",
       "    'location': '113.587847,23.547690',\n",
       "    'address': '新城东路66号林苑大厦1-2层',\n",
       "    'poiweight': '0.355148',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0H6DUBGQ5',\n",
       "    'name': '城悦旅馆',\n",
       "    'type': '住宿服务;旅馆招待所;旅馆招待所',\n",
       "    'tel': '020-87930209;13798058272',\n",
       "    'direction': '西',\n",
       "    'distance': '183.527',\n",
       "    'location': '113.584900,23.549382',\n",
       "    'address': '新城中路41号(广播电视器材站旁)',\n",
       "    'poiweight': '0.27959',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B00141KB1H',\n",
       "    'name': '秋田菊寿司料理',\n",
       "    'type': '餐饮服务;外国餐厅;日本料理',\n",
       "    'tel': '13602412074',\n",
       "    'direction': '东南',\n",
       "    'distance': '111.003',\n",
       "    'location': '113.587545,23.548348',\n",
       "    'address': '街口街新城东路荔香村4栋104、107号',\n",
       "    'poiweight': '0.126091',\n",
       "    'businessarea': '街口'},\n",
       "   {'id': 'B0FFG6TUIH',\n",
       "    'name': '从化区广播电视台城区鳌头广播电视站工会委员会',\n",
       "    'type': '政府机构及社会团体;社会团体;社会团体相关',\n",
       "    'tel': [],\n",
       "    'direction': '西',\n",
       "    'distance': '150.339',\n",
       "    'location': '113.585165,23.549144',\n",
       "    'address': '新城中路39',\n",
       "    'poiweight': '0.147889',\n",
       "    'businessarea': '街口'}],\n",
       "  'roads': [{'id': '020F49F0060454023',\n",
       "    'name': '新城东路',\n",
       "    'direction': '北',\n",
       "    'distance': '81.3964',\n",
       "    'location': '113.587,23.5481'},\n",
       "   {'id': '020F49F006045608841',\n",
       "    'name': '新城东路六巷',\n",
       "    'direction': '北',\n",
       "    'distance': '92.921',\n",
       "    'location': '113.587,23.548'},\n",
       "   {'id': '020F49F006045614615',\n",
       "    'name': '新城东七巷',\n",
       "    'direction': '东北',\n",
       "    'distance': '101.004',\n",
       "    'location': '113.586,23.548'}],\n",
       "  'roadinters': [{'direction': '东北',\n",
       "    'distance': '101.004',\n",
       "    'location': '113.586194,23.548025',\n",
       "    'first_id': '020F49F0060454023',\n",
       "    'first_name': '新城东路',\n",
       "    'second_id': '020F49F006045614615',\n",
       "    'second_name': '新城东七巷'}],\n",
       "  'aois': []}}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b49e7a16",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "549c4550",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-e52944a63a19>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'geocodes'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'location'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "pd.json_normalize(r.json()['geocodes']['location'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78e2ba55",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e460e93",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "434727f3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "beb55a61",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d0f3f96",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f5a0eee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb492bfa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74d00a40",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b91a7601",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33880a3c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4222bbbf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a46f7db6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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